2026
BALM: A Model-Agnostic Framework for Balanced Multimodal Learning under Imbalanced Missing Rates
CVPR 2026
Learning from multiple modalities often suffers from imbalance, where information-rich modalities dominate optimization while weaker or partially missing modalities contribute less. This imbalance becomes severe in realistic settings with imbalanced missing modalities (IMR), where each modality is a